Papers › ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design
Ningning Ma, Xiangyu Zhang, Hai-Tao Zheng, Jian Sun
Datasets, Transforms and Models specific to Computer Vision
In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.
For agents, Syntology's MCP tool lists every function and class Syntology harvested from this paper and whether it ran (how to connect): get_harvested_code_for_paper(arxiv_id="1807.11164")
Code
Syntology Ran 1 of 30 code samples harvested from 8 repositories linked to this paper; 29 have no recorded run. Of those that ran: 1 ran · our draft was wrong.
By repository: community (archive-listed): 30 samples from 8 repositories, 1 ran. The run record, sample by sample. “Ran” means executed on a synthesized input, not that the code is correct or reproduces the paper.
35 repositories listed; official and paper-mentioned ones first.
Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.
Code Syntology ran Syntology
30 samples harvested; 1 ran; 0 honoured the contract we drafted; 29 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.
Licence: 0 of the 30 samples are pointer only, meaning Syntology does not serve that copy's text. This page shows no code text for any sample; each one links to its file in the repository.
Harvested from 8 repositories linked to this paper, official or community; each sample names its own and says which. “Ran” means the sample executed on a synthesized input. It does not mean the output is correct, and nothing here reproduces the paper's results. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code.
Each sample ends with its code_sha256, Syntology's identity for that exact code. An agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.
Repository labels, per sample. official repository: The archive marks this repository official for the paper. named in the paper: The archive records that the paper mentions this repository; it is not marked official. community (archive-listed): In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper. found in paper text by Syntology: Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted. community: Not in the archive's code links for this paper; a community repository Syntology harvested. Samples from a repository marked official are listed first. Licence labels name the repository's licence as recorded at harvest. “Pointer only” means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence label for the reason. File links open the file on GitHub at the default branch, which may have changed since the harvest.
b9da06d4f527dd6c · report
6b203d6dc2a5b668 · report
445ec0988e64e403 · report
469bf48752905889 · report
5af3c724a0f8260c · report
a2dd1b47b92453bf · report
eaa44944ca357418 · report
1f2313e2d5c77242 · report
047d2adb2aa60175 · report
f3c9a6ea00c7a858 · report
b7aa9d638640fd66 · report
ca657d934bcd2edf · report
f68f4a5d6df2ac7f · report
2fa780cf05243f82 · report
9a700a3b149f4952 · report
d21f11381e618e69 · report
286a52cbf168ada5 · report
e5b4c800ffeec6c5 · report
b1dee98f6e19456f · report
ac24f40859e3a94f · report
ef3323039d6f13b6 · report
d4aa0c5d57122c3f · report
a6ea3219aaef3a26 · report
7fa659f5c52cd503 · report
73b69322397c17cd · report
ccf9120247e232c4 · report
128ca4f685f83b5a · report
7d6072fb5e206973 · report
e50ce69643b1c686 · report
10e6a9dbdece7f97 · report
Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Image Classification | ImageNet | ShuffleNet V2 | GFLOPs | 0.597 | #948 of 1060 | Archive leaderboard | report |
| Image Classification | ImageNet | ShuffleNet V2 | Top 1 Accuracy | 75.4% | #948 of 1060 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
Methods
Introduced by this paper: ShuffleNet V2 Block, ShuffleNet V2 Downsampling Block
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections